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使用基于强度的配准进行术中近距离放射治疗植入物的定位

Intra-operative Localization of Brachytherapy Implants Using Intensity-based Registration.

作者信息

Karimaghaloo Z, Abolmaesumi P, Ahmidi N, Chen T K, Gobbi D G, Fichtinger G

机构信息

Dept. of Electrical and Computer Engineering, Queen's University, Kingston, ON, CANADA.

出版信息

Proc SPIE Int Soc Opt Eng. 2009 Jan 1;7261. doi: 10.1117/12.812447.

DOI:10.1117/12.812447
PMID:21152376
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2997743/
Abstract

In prostate brachytherapy, a transrectal ultrasound (TRUS) will show the prostate boundary but not all the implanted seeds, while fluoroscopy will show all the seeds clearly but not the boundary. We propose an intensity-based registration between TRUS images and the implant reconstructed from uoroscopy as a means of achieving accurate intra-operative dosimetry. The TRUS images are first filtered and compounded, and then registered to the uoroscopy model via mutual information. A training phantom was implanted with 48 seeds and imaged. Various ultrasound filtering techniques were analyzed, and the best results were achieved with the Bayesian combination of adaptive thresholding, phase congruency, and compensation for the non-uniform ultrasound beam profile in the elevation and lateral directions. The average registration error between corresponding seeds relative to the ground truth was 0.78 mm. The effect of false positives and false negatives in ultrasound were investigated by masking true seeds in the uoroscopy volume or adding false seeds. The registration error remained below 1.01 mm when the false positive rate was 31%, and 0.96 mm when the false negative rate was 31%. This fully automated method delivers excellent registration accuracy and robustness in phantom studies, and promises to demonstrate clinically adequate performance on human data as well. Keywords: Prostate brachytherapy, Ultrasound, Fluoroscopy, Registration.

摘要

在前列腺近距离放射治疗中,经直肠超声(TRUS)能显示前列腺边界,但无法显示所有植入的籽源,而荧光透视能清晰显示所有籽源,但无法显示边界。我们提出在TRUS图像与由荧光透视重建的植入物之间进行基于强度的配准,作为实现精确术中剂量测定的一种方法。首先对TRUS图像进行滤波和合成,然后通过互信息将其配准到荧光透视模型。对一个植入了48颗籽源的训练体模进行成像。分析了各种超声滤波技术,通过自适应阈值、相位一致性以及对超声束在仰角和横向方向上的非均匀分布进行补偿的贝叶斯组合,获得了最佳结果。相对于真实值,对应籽源之间的平均配准误差为0.78毫米。通过在荧光透视体积中遮蔽真实籽源或添加假籽源,研究了超声中假阳性和假阴性的影响。当假阳性率为31%时,配准误差保持在1.01毫米以下;当假阴性率为31%时,配准误差为0.96毫米。这种全自动方法在体模研究中具有出色的配准精度和鲁棒性,并且有望在人体数据上也展现出临床可接受的性能。关键词:前列腺近距离放射治疗;超声;荧光透视;配准。

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Proc SPIE Int Soc Opt Eng. 2009 Jan 1;7261. doi: 10.1117/12.812447.
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本文引用的文献

1
INTENSITY-BASED REGISTRATION OF PROSTATE BRACHYTHERAPY IMPLANTS AND ULTRASOUND.基于强度的前列腺近距离放射治疗植入物与超声配准
Proc IEEE Int Symp Biomed Imaging. 2008 Jun 13;2008:780-783. doi: 10.1109/ISBI.2008.4541112.
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Prostate implant reconstruction with discrete tomography.基于离散断层扫描的前列腺植入物重建。
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Seed localization and TRUS-fluoroscopy fusion for intraoperative prostate brachytherapy dosimetry.用于术中前列腺近距离放射治疗剂量测定的种子定位及超声-荧光透视融合技术
Comput Aided Surg. 2007 Jan;12(1):25-34. doi: 10.3109/10929080601168239.
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8
On the question of 3D seed reconstruction in prostate brachytherapy: the determination of x-ray source and film locations.关于前列腺近距离放射治疗中三维种子重建的问题:X射线源和胶片位置的确定。
Phys Med Biol. 2004 Oct 7;49(19):N335-45. doi: 10.1088/0031-9155/49/19/n03.
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PET-CT image registration in the chest using free-form deformations.使用自由形式变形进行胸部PET-CT图像配准。
IEEE Trans Med Imaging. 2003 Jan;22(1):120-8. doi: 10.1109/TMI.2003.809072.
10
Ultrasonography and fluoroscopic fusion for prostate brachytherapy dosimetry.超声与透视融合在前列腺近距离治疗剂量测定中的应用
Int J Radiat Oncol Biol Phys. 2002 Dec 1;54(5):1322-30. doi: 10.1016/s0360-3016(02)03754-9.